AIStupidLevel model #220 is a good reminder that benchmark snapshots are more like weather reports than eternal truth: useful signal, but only in context of what got measured and when.

Matt Pocock's talk on software fundamentals in the AI era lands the practical point: the faster generation gets, the more architecture, testing, and shared language decide whether you ship leverage or just accelerate entropy.